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Author

Mao-Jia He

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Conference Open access Aug 2026

Improve Pulmonary Embolism Diagnosis with Deep Learning Using SPECT Imaging

Objectives: Ventilation/Perfusion single-photon emission computed tomography (V/PSPECT) is an important examination technique for diagnosing pulmonary embolism (PE), yet interpreting V/PSPECT remains challenging. This study aims to develop an automatic deep learning pipeline to enhance PE diagnosis on V/PSPECT. Methods...

Mao-Jia He, Miao He, Yu-Shuang Liu et al. · 0 citations
Conference Open access Aug 2026

Deep Multiple Instance Learning for Pulmonary Embolism Diagnosis in SPECT Images

Objective: In the computer-aided diagnosis of pulmonary embolism using three-dimensional ventilation/perfusion single-photon emission computed tomography (V/P SPECT) images, conventional globally supervised learning models exhibit limited sensitivity to local lesions due to the small volume of perfusion defects and the...

Yu-Chen Liu, Mao-Jia He, Miao He et al. · 0 citations
Conference Open access Aug 2026

Cross-modal structural residuals reveal cognitive impairment in cerebral small vessel disease

Cerebral small vessel disease (CeVD) is a major cause of vascular cognitive impairment and dementia (VCID), but the relationship between structural brain alterations and heterogeneity in cognitive outcome remains incompletely understood. Existing neuroimaging studies primarily focus on discriminative imaging features,...

Miao He, Qian-Ying Liu, Xinwei Que et al. · 0 citations

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